Report
Jason
2024-03-07
Package
Load Data
Output the dimension of housing.df
Dimension of housing.df: 5802 rows and 14 columns
Visualization
Column names of housing.df
Column names of housing.df: TOTAL.VALUE, TAX, LOT.SQFT, YR.BUILT, GROSS.AREA, LIVING.AREA, FLOORS, ROOMS, BEDROOMS, FULL.BATH, HALF.BATH, KITCHEN, FIREPLACE, REMODEL
Summary Table
| TOTAL.VALUE | TAX | LOT.SQFT | YR.BUILT | GROSS.AREA | LIVING.AREA | FLOORS | ROOMS | BEDROOMS | FULL.BATH | HALF.BATH | KITCHEN | FIREPLACE | REMODEL | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Min. : 105.0 | Min. : 1320 | Min. : 997 | Min. : 0 | Min. : 821 | Min. : 504 | Min. :1.000 | Min. : 3.000 | Min. :1.00 | Min. :1.000 | Min. :0.0000 | Min. :1.000 | Min. :0.0000 | Length:5802 | |
| 1st Qu.: 325.1 | 1st Qu.: 4090 | 1st Qu.: 4772 | 1st Qu.:1920 | 1st Qu.:2347 | 1st Qu.:1308 | 1st Qu.:1.000 | 1st Qu.: 6.000 | 1st Qu.:3.00 | 1st Qu.:1.000 | 1st Qu.:0.0000 | 1st Qu.:1.000 | 1st Qu.:0.0000 | Class :character | |
| Median : 375.9 | Median : 4728 | Median : 5683 | Median :1935 | Median :2700 | Median :1548 | Median :2.000 | Median : 7.000 | Median :3.00 | Median :1.000 | Median :1.0000 | Median :1.000 | Median :1.0000 | Mode :character | |
| Mean : 392.7 | Mean : 4939 | Mean : 6278 | Mean :1937 | Mean :2925 | Mean :1657 | Mean :1.684 | Mean : 6.995 | Mean :3.23 | Mean :1.297 | Mean :0.6139 | Mean :1.015 | Mean :0.7399 | NA | |
| 3rd Qu.: 438.8 | 3rd Qu.: 5520 | 3rd Qu.: 7022 | 3rd Qu.:1955 | 3rd Qu.:3239 | 3rd Qu.:1874 | 3rd Qu.:2.000 | 3rd Qu.: 8.000 | 3rd Qu.:4.00 | 3rd Qu.:2.000 | 3rd Qu.:1.0000 | 3rd Qu.:1.000 | 3rd Qu.:1.0000 | NA | |
| Max. :1217.8 | Max. :15319 | Max. :46411 | Max. :2011 | Max. :8154 | Max. :5289 | Max. :3.000 | Max. :14.000 | Max. :9.00 | Max. :5.000 | Max. :3.0000 | Max. :2.000 | Max. :4.0000 | NA |
Summary Statistics of Housing Data
| vars | n | mean | sd | median | trimmed | mad | min | max | range | skew | kurtosis | se | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| TOTAL.VALUE | 1 | 5802 | 392.6857149 | 99.1774142 | 375.9 | 381.7952075 | 82.50669 | 105 | 1217.8 | 1112.8 | 1.3345541 | 3.3047631 | 1.3020388 |
| TAX | 2 | 5802 | 4939.4858669 | 1247.6491180 | 4728.0 | 4802.4840586 | 1037.82000 | 1320 | 15319.0 | 13999.0 | 1.3345675 | 3.3048042 | 16.3796117 |
| LOT.SQFT | 3 | 5802 | 6278.0837642 | 2669.7079738 | 5683.0 | 5896.6031883 | 1601.94930 | 997 | 46411.0 | 45414.0 | 3.5058008 | 27.3349824 | 35.0489407 |
| YR.BUILT | 4 | 5802 | 1936.7449155 | 35.9899105 | 1935.0 | 1936.7740198 | 22.23900 | 0 | 2011.0 | 2011.0 | -26.8430532 | 1443.4675739 | 0.4724892 |
| GROSS.AREA | 5 | 5802 | 2924.8421234 | 883.9847257 | 2700.0 | 2803.9230935 | 630.84630 | 821 | 8154.0 | 7333.0 | 1.5580052 | 3.2960507 | 11.6052874 |
| LIVING.AREA | 6 | 5802 | 1657.0653223 | 540.4567256 | 1548.5 | 1593.7636794 | 401.04330 | 504 | 5289.0 | 4785.0 | 1.3974339 | 2.9900955 | 7.0953212 |
| FLOORS | 7 | 5802 | 1.6837297 | 0.4448840 | 2.0 | 1.7174709 | 0.00000 | 1 | 3.0 | 2.0 | -0.6098886 | -1.1407259 | 0.0058406 |
| ROOMS | 8 | 5802 | 6.9948294 | 1.4376572 | 7.0 | 6.8955192 | 1.48260 | 3 | 14.0 | 11.0 | 0.8958094 | 1.5218021 | 0.0188741 |
| BEDROOMS | 9 | 5802 | 3.2300931 | 0.8466067 | 3.0 | 3.1869884 | 0.00000 | 1 | 9.0 | 8.0 | 0.9464902 | 2.5079588 | 0.0111146 |
| FULL.BATH | 10 | 5802 | 1.2967942 | 0.5220397 | 1.0 | 1.2096079 | 0.00000 | 1 | 5.0 | 4.0 | 1.6653921 | 2.6517608 | 0.0068535 |
| HALF.BATH | 11 | 5802 | 0.6139262 | 0.5338393 | 1.0 | 0.6126670 | 0.00000 | 0 | 3.0 | 3.0 | 0.0165902 | -0.9940590 | 0.0070084 |
| KITCHEN | 12 | 5802 | 1.0153395 | 0.1229099 | 1.0 | 1.0000000 | 0.00000 | 1 | 2.0 | 1.0 | 7.8850764 | 60.1848038 | 0.0016136 |
| FIREPLACE | 13 | 5802 | 0.7399173 | 0.5651084 | 1.0 | 0.7281344 | 0.00000 | 0 | 4.0 | 4.0 | 0.2602616 | 0.9108827 | 0.0074190 |
| REMODEL* | 14 | 5802 | 1.4017580 | 0.7362486 | 1.0 | 1.2522620 | 0.00000 | 1 | 3.0 | 2.0 | 1.4747212 | 0.4589702 | 0.0096658 |
Table of Two variables: Remodel and Rooms
| 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| None | 2 | 63 | 493 | 1314 | 1343 | 634 | 306 | 122 | 33 | 29 | 5 | 2 |
| Old | 0 | 4 | 39 | 171 | 159 | 110 | 50 | 28 | 14 | 3 | 2 | 1 |
| Recent | 1 | 4 | 46 | 184 | 267 | 192 | 94 | 50 | 19 | 13 | 3 | 2 |
Five Number of Total Value
[1] 105.0 325.1 375.9 438.8 1217.8
Describtion of this dataset
| vars | n | mean | sd | median | trimmed | mad | min | max | range | skew | kurtosis | se | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| TOTAL.VALUE | 1 | 5802 | 392.6857149 | 99.1774142 | 375.9 | 381.7952075 | 82.50669 | 105 | 1217.8 | 1112.8 | 1.3345541 | 3.3047631 | 1.3020388 |
| TAX | 2 | 5802 | 4939.4858669 | 1247.6491180 | 4728.0 | 4802.4840586 | 1037.82000 | 1320 | 15319.0 | 13999.0 | 1.3345675 | 3.3048042 | 16.3796117 |
| LOT.SQFT | 3 | 5802 | 6278.0837642 | 2669.7079738 | 5683.0 | 5896.6031883 | 1601.94930 | 997 | 46411.0 | 45414.0 | 3.5058008 | 27.3349824 | 35.0489407 |
| YR.BUILT | 4 | 5802 | 1936.7449155 | 35.9899105 | 1935.0 | 1936.7740198 | 22.23900 | 0 | 2011.0 | 2011.0 | -26.8430532 | 1443.4675739 | 0.4724892 |
| GROSS.AREA | 5 | 5802 | 2924.8421234 | 883.9847257 | 2700.0 | 2803.9230935 | 630.84630 | 821 | 8154.0 | 7333.0 | 1.5580052 | 3.2960507 | 11.6052874 |
| LIVING.AREA | 6 | 5802 | 1657.0653223 | 540.4567256 | 1548.5 | 1593.7636794 | 401.04330 | 504 | 5289.0 | 4785.0 | 1.3974339 | 2.9900955 | 7.0953212 |
| FLOORS | 7 | 5802 | 1.6837297 | 0.4448840 | 2.0 | 1.7174709 | 0.00000 | 1 | 3.0 | 2.0 | -0.6098886 | -1.1407259 | 0.0058406 |
| ROOMS | 8 | 5802 | 6.9948294 | 1.4376572 | 7.0 | 6.8955192 | 1.48260 | 3 | 14.0 | 11.0 | 0.8958094 | 1.5218021 | 0.0188741 |
| BEDROOMS | 9 | 5802 | 3.2300931 | 0.8466067 | 3.0 | 3.1869884 | 0.00000 | 1 | 9.0 | 8.0 | 0.9464902 | 2.5079588 | 0.0111146 |
| FULL.BATH | 10 | 5802 | 1.2967942 | 0.5220397 | 1.0 | 1.2096079 | 0.00000 | 1 | 5.0 | 4.0 | 1.6653921 | 2.6517608 | 0.0068535 |
| HALF.BATH | 11 | 5802 | 0.6139262 | 0.5338393 | 1.0 | 0.6126670 | 0.00000 | 0 | 3.0 | 3.0 | 0.0165902 | -0.9940590 | 0.0070084 |
| KITCHEN | 12 | 5802 | 1.0153395 | 0.1229099 | 1.0 | 1.0000000 | 0.00000 | 1 | 2.0 | 1.0 | 7.8850764 | 60.1848038 | 0.0016136 |
| FIREPLACE | 13 | 5802 | 0.7399173 | 0.5651084 | 1.0 | 0.7281344 | 0.00000 | 0 | 4.0 | 4.0 | 0.2602616 | 0.9108827 | 0.0074190 |
| REMODEL* | 14 | 5802 | 1.4017580 | 0.7362486 | 1.0 | 1.2522620 | 0.00000 | 1 | 3.0 | 2.0 | 1.4747212 | 0.4589702 | 0.0096658 |
